{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c982abca",
   "metadata": {},
   "source": [
    "# Interpretation 9: Different plotting metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8f94f0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 1.25e-02 | test_loss: 1.37e-02 | reg: 5.02e+00 | : 100%|█| 20/20 [00:11<00:00,  1.75it"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'train_loss': [array(0.17896424, dtype=float32),\n",
       "  array(0.08899125, dtype=float32),\n",
       "  array(0.06212769, dtype=float32),\n",
       "  array(0.04306886, dtype=float32),\n",
       "  array(0.03621773, dtype=float32),\n",
       "  array(0.02867546, dtype=float32),\n",
       "  array(0.02382334, dtype=float32),\n",
       "  array(0.01893419, dtype=float32),\n",
       "  array(0.01598542, dtype=float32),\n",
       "  array(0.01319962, dtype=float32),\n",
       "  array(0.01318429, dtype=float32),\n",
       "  array(0.01252033, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01251178, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32),\n",
       "  array(0.01248548, dtype=float32)],\n",
       " 'test_loss': [array(0.18325199, dtype=float32),\n",
       "  array(0.09601252, dtype=float32),\n",
       "  array(0.06711859, dtype=float32),\n",
       "  array(0.04385042, dtype=float32),\n",
       "  array(0.03504045, dtype=float32),\n",
       "  array(0.02943301, dtype=float32),\n",
       "  array(0.02415507, dtype=float32),\n",
       "  array(0.01800262, dtype=float32),\n",
       "  array(0.01676381, dtype=float32),\n",
       "  array(0.01431763, dtype=float32),\n",
       "  array(0.01438748, dtype=float32),\n",
       "  array(0.0137617, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01370585, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32),\n",
       "  array(0.01368574, dtype=float32)],\n",
       " 'reg': [array(11.809981, dtype=float32),\n",
       "  array(12.058568, dtype=float32),\n",
       "  array(11.58765, dtype=float32),\n",
       "  array(10.720481, dtype=float32),\n",
       "  array(9.231625, dtype=float32),\n",
       "  array(8.005951, dtype=float32),\n",
       "  array(6.5359507, dtype=float32),\n",
       "  array(5.566658, dtype=float32),\n",
       "  array(5.2204885, dtype=float32),\n",
       "  array(5.0482483, dtype=float32),\n",
       "  array(5.0403495, dtype=float32),\n",
       "  array(5.0178876, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.0150723, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32),\n",
       "  array(5.015587, dtype=float32)]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from kan import *\n",
    "model = KAN(width=[2,5,1])\n",
    "f = lambda x: torch.exp(torch.sin(torch.pi*x[:,[0]]) + x[:,[1]]**2)\n",
    "dataset = create_dataset(f, n_var=2)\n",
    "model.fit(dataset, steps = 20, lamb=1e-3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1c7c3c05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='forward_u', scale=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a7caa55f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='backward', scale=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0669c15b",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'KAN' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6j/b6y80djd4nb5hl73rv3sv8y80000gn/T/ipykernel_38041/3133731212.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKAN\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_var\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msteps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlamb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1e-3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreg_metric\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'edge_forward_u'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'KAN' is not defined"
     ]
    }
   ],
   "source": [
    "model = KAN(width=[4,2,1], seed=1, grid=3)\n",
    "f = lambda x: (x[:,[0]]**2 + x[:,[1]]**2)**2 + (x[:,[2]]**2 + x[:,[3]]**2)**2\n",
    "dataset = create_dataset(f, n_var=4)\n",
    "model.fit(dataset, steps = 50, lamb=1e-3, reg_metric='edge_forward_u');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "8fdcb3e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.2\n"
     ]
    }
   ],
   "source": [
    "model.auto_swap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "877ff035",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(scale=1.0, beta=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "289d3710",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[5.0877e-01, 5.0887e-01, 7.7199e-04, 1.1053e-03],\n",
       "         [4.2000e-05, 1.5041e-05, 5.0193e-01, 5.0551e-01]],\n",
       "        grad_fn=<MeanBackward1>),\n",
       " tensor([[0.7174, 0.6876]], grad_fn=<MeanBackward1>)]"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.edge_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "1ca1bd22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(metric='forward_u', scale=1.0, beta=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "a529a679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[6.4830e-02, 6.4842e-02, 9.8370e-05, 1.4084e-04],\n",
       "         [9.2862e-06, 3.3257e-06, 1.1098e-01, 1.1177e-01]],\n",
       "        grad_fn=<StdBackward0>),\n",
       " tensor([[0.6764, 0.6484]], grad_fn=<StdBackward0>)]"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.edge_actscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ed8e35a3",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'model' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/var/folders/6j/b6y80djd4nb5hl73rv3sv8y80000gn/T/ipykernel_38041/1144299050.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnode_scale\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'model' is not defined"
     ]
    }
   ],
   "source": [
    "model.node_scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e92a57d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
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